NVIDIA Module 1 - Introduction to Data Science

NVIDIA Module 1 - Introduction to Data Science

Michael Lively Michael Lively

Michael Lively

QuantumAI Founder - Innovator, Builder, Technology Evangelist | GenAI Researcher | Prompt Engineer | Technology Manager | QA Architect | DevOps Engineer | Cloud Architect | Data Scientist | PMI-ACP | MCT

发布日期: 2024年7月20日
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My Bio
Upcoming Classes
How we got here!
CPU vs GPU
CPU - GPU - NPU
Year of Devices
Ice Breaker
Captured our Reasoniing
Goal Driven Prompting
NVIDIA Teaching Kit Accelerated Data Science Course Outline
Let's Prompt Today's Lesson
Better Than the Cours Itself (Must, Should, Good to Have)
What is Cuda?
P
Explain the Code!
Free NVIDIA Courses
Exercise 1
What is Data Science?
Why so Complex?
Data Consumption (updated)
What is Big Data?
You are in the job zone!
Why is Data Science Important?
Unlocks Potential
Narrow AI
The Goal of AGI
What do Data Scientist Do?
Data Collection
Data Processing
Data Visualization
Data Analytics and Applicaiton
Skills they need to know
Analytic Skills
Communication Skills
Critical Thinking
Math Skills
Perceptron
It's all matrix math!
Hidden Layers
FFNN
Exercise 2 - TensorFlow Playground
Gradient Descent
Learning Rate
Computer Programming
Pay
Exercise 3 - Prompt a FFNN
My Course on PyTorch (
Introduction to RADPIS and cuDF


Prompting RAPIDS
RAPIDS Solution
RAPIDS API
Zero Code Change
Insane Performance Boost
Google Colab to the Rescue
Simple Pandas to cuDF Example
Exercise 4 - Running Google Colab Pandas to cuDF
Performance Pandas vs cuDF Example
Exercise 5 You Decide!
Avoid blank page and prompt it!
Homework #1 Rapidsai/cuDF Performance Example
Exercise 6 - Build a Brain in 10 Minutes
The "Impossible Challenge" 10 years ago, now trivial!
Must watch videos!
Summary
Q&A

































































Muhammad Shahid

Artificial Intelligence Engineer | Python Developer | Machine Learning Engineer | Data Analyst | OpenCV | Web programming | Digital Marketing | Database Management | Unity Game Developer | Android Developer.

8 个月

Sir, How can I join your classes?

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